{"title":"普通小球藻在陶瓷上作为多孔基质生物反应器:用图像处理和扫描电镜评价生长动力学","authors":"Kunal Gupta , Mohamad T. Araji","doi":"10.1016/j.algal.2024.103822","DOIUrl":null,"url":null,"abstract":"<div><div>Ceramic-based Porous Substrate Bioreactors (PSBRs) pose a cheaper, less power, and water-intensive alternative to conventional photobioreactors for cultivating microalgae. Current studies do not fully assess the effects of nutrient availability, surface textures, and environmental exposure on microalgae growth in ceramic-based PSBRs. In this investigation, <em>Chlorella vulgaris</em> (<em>C. vulgaris</em>) was cultivated on ceramic tiles characterized by varying surface textures, and exposure to ambient environment, both with and without nutrient medium, and the growth was observed using visible-range imagery. Greenness was monitored using four vegetation indices (VIs). Color parameters (VIs, along with CIELAB color space coordinates (<em>L*</em>, <em>a*</em>, <em>b*</em>)) were used to evaluate the predictive performance of color kinetic models, based on the Root Mean Square Error (RMSE) and Akaike Information Criterion (AIC). Field-Emission Scanning Electron Microscopy (FE-SEM) was used to analyze cellular density, contamination, and surface texture effects on microalgae spatial growth. It was observed that tiles with surface textures yielded better growth than plain tiles. While ceramic could not retain moisture beyond 24 h in an open environment, continuous moisture and nutrient supply supported <em>C. vulgaris</em> growth. Despite contamination by other microorganisms, <em>C. vulgaris</em> proliferated over the tiles provided with nutrient medium. Among the color kinetic models tested, the Exponential model showed better predictive capabilities exhibiting low AIC and RMSE values for 57.14 % of color parameter-surface texture combinations. These findings highlight the potential of ceramic-based PSBRs for outdoor microalgae cultivation with enhanced cellular density due to surface texture and continuous nutrient availability.</div></div>","PeriodicalId":7855,"journal":{"name":"Algal Research-Biomass Biofuels and Bioproducts","volume":"85 ","pages":"Article 103822"},"PeriodicalIF":4.5000,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Chlorella vulgaris on ceramic tiles as porous substrate bioreactors: Growth kinetics assessment using image processing and scanning electron microscopy\",\"authors\":\"Kunal Gupta , Mohamad T. Araji\",\"doi\":\"10.1016/j.algal.2024.103822\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Ceramic-based Porous Substrate Bioreactors (PSBRs) pose a cheaper, less power, and water-intensive alternative to conventional photobioreactors for cultivating microalgae. Current studies do not fully assess the effects of nutrient availability, surface textures, and environmental exposure on microalgae growth in ceramic-based PSBRs. In this investigation, <em>Chlorella vulgaris</em> (<em>C. vulgaris</em>) was cultivated on ceramic tiles characterized by varying surface textures, and exposure to ambient environment, both with and without nutrient medium, and the growth was observed using visible-range imagery. Greenness was monitored using four vegetation indices (VIs). Color parameters (VIs, along with CIELAB color space coordinates (<em>L*</em>, <em>a*</em>, <em>b*</em>)) were used to evaluate the predictive performance of color kinetic models, based on the Root Mean Square Error (RMSE) and Akaike Information Criterion (AIC). Field-Emission Scanning Electron Microscopy (FE-SEM) was used to analyze cellular density, contamination, and surface texture effects on microalgae spatial growth. It was observed that tiles with surface textures yielded better growth than plain tiles. While ceramic could not retain moisture beyond 24 h in an open environment, continuous moisture and nutrient supply supported <em>C. vulgaris</em> growth. Despite contamination by other microorganisms, <em>C. vulgaris</em> proliferated over the tiles provided with nutrient medium. Among the color kinetic models tested, the Exponential model showed better predictive capabilities exhibiting low AIC and RMSE values for 57.14 % of color parameter-surface texture combinations. These findings highlight the potential of ceramic-based PSBRs for outdoor microalgae cultivation with enhanced cellular density due to surface texture and continuous nutrient availability.</div></div>\",\"PeriodicalId\":7855,\"journal\":{\"name\":\"Algal Research-Biomass Biofuels and Bioproducts\",\"volume\":\"85 \",\"pages\":\"Article 103822\"},\"PeriodicalIF\":4.5000,\"publicationDate\":\"2025-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Algal Research-Biomass Biofuels and Bioproducts\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S221192642400434X\",\"RegionNum\":2,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2024/12/6 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q1\",\"JCRName\":\"BIOTECHNOLOGY & APPLIED MICROBIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Algal Research-Biomass Biofuels and Bioproducts","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S221192642400434X","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/12/6 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"BIOTECHNOLOGY & APPLIED MICROBIOLOGY","Score":null,"Total":0}
引用次数: 0
摘要
陶瓷基多孔基生物反应器(psbr)是一种比传统光生物反应器更便宜、更节能、更节水的微藻培养方法。目前的研究并没有充分评估营养物质的可用性、表面结构和环境暴露对陶瓷基psbr中微藻生长的影响。本研究将普通小球藻(Chlorella vulgaris, C. vulgaris)培养在具有不同表面纹理的瓷砖上,并在有营养培养基和无营养培养基的情况下,利用可见光图像观察其生长情况。采用四种植被指数(VIs)监测绿度。基于均方根误差(RMSE)和Akaike信息准则(AIC),使用颜色参数(VIs,以及CIELAB颜色空间坐标(L*, a*, b*))来评估颜色动力学模型的预测性能。利用场发射扫描电镜(FE-SEM)分析了微藻细胞密度、污染和表面纹理对微藻空间生长的影响。观察到,表面纹理的瓷砖比普通瓷砖生长得更好。陶瓷在开放环境下不能保持水分超过24 h,而持续的水分和养分供应支持了C. vulgaris的生长。尽管受到其他微生物的污染,但在提供营养培养基的瓦片上,普通葡萄球菌仍能增殖。在颜色动力学模型中,指数模型具有较好的预测能力,对57.14%的颜色参数-表面纹理组合具有较低的AIC和RMSE值。这些发现突出了陶瓷基psbr用于室外微藻培养的潜力,由于其表面质地和持续的养分可用性,其细胞密度增加。
Chlorella vulgaris on ceramic tiles as porous substrate bioreactors: Growth kinetics assessment using image processing and scanning electron microscopy
Ceramic-based Porous Substrate Bioreactors (PSBRs) pose a cheaper, less power, and water-intensive alternative to conventional photobioreactors for cultivating microalgae. Current studies do not fully assess the effects of nutrient availability, surface textures, and environmental exposure on microalgae growth in ceramic-based PSBRs. In this investigation, Chlorella vulgaris (C. vulgaris) was cultivated on ceramic tiles characterized by varying surface textures, and exposure to ambient environment, both with and without nutrient medium, and the growth was observed using visible-range imagery. Greenness was monitored using four vegetation indices (VIs). Color parameters (VIs, along with CIELAB color space coordinates (L*, a*, b*)) were used to evaluate the predictive performance of color kinetic models, based on the Root Mean Square Error (RMSE) and Akaike Information Criterion (AIC). Field-Emission Scanning Electron Microscopy (FE-SEM) was used to analyze cellular density, contamination, and surface texture effects on microalgae spatial growth. It was observed that tiles with surface textures yielded better growth than plain tiles. While ceramic could not retain moisture beyond 24 h in an open environment, continuous moisture and nutrient supply supported C. vulgaris growth. Despite contamination by other microorganisms, C. vulgaris proliferated over the tiles provided with nutrient medium. Among the color kinetic models tested, the Exponential model showed better predictive capabilities exhibiting low AIC and RMSE values for 57.14 % of color parameter-surface texture combinations. These findings highlight the potential of ceramic-based PSBRs for outdoor microalgae cultivation with enhanced cellular density due to surface texture and continuous nutrient availability.
期刊介绍:
Algal Research is an international phycology journal covering all areas of emerging technologies in algae biology, biomass production, cultivation, harvesting, extraction, bioproducts, biorefinery, engineering, and econometrics. Algae is defined to include cyanobacteria, microalgae, and protists and symbionts of interest in biotechnology. The journal publishes original research and reviews for the following scope: algal biology, including but not exclusive to: phylogeny, biodiversity, molecular traits, metabolic regulation, and genetic engineering, algal cultivation, e.g. phototrophic systems, heterotrophic systems, and mixotrophic systems, algal harvesting and extraction systems, biotechnology to convert algal biomass and components into biofuels and bioproducts, e.g., nutraceuticals, pharmaceuticals, animal feed, plastics, etc. algal products and their economic assessment